Talk stage 1: Extract

Transforms raw material (article, transcript, notes, or a mix) into a structured summary ready for the pipeline's downstream stages. Auto-detects source type.

When to use this skill

• Starting a new talk from any source material
• First step of the talk pipeline (always run before other stages)
• Auditing existing source material before committing to a talk

What this skill does